Instructional Video9:08
Professor Dave Explains

Mushroom Identification Terminology

12th - Higher Ed
We now know a bit about mushrooms, their structure, and their life cycle, but let's learn a bit more terminology before we dive head first into the world of mushrooms. We know about stipes and caps and partial veils and spores, but...
Instructional Video4:12
Professor Dave Explains

Ferns: The Emergence of Roots and Stems

12th - Higher Ed
We just learned about lycophytes, so which plants came next on the evolutionary timeline? Those would be ferns. With ferns we finally arrive at a type of plant which should actually look quite familiar to most people, even though these...
Instructional Video1:07
Curated Video

Python for Deep Learning - Build Neural Networks in Python - Components of Convolutional Neural Networks

Higher Ed
In this video, you will learn about the components of Convolutional Neural Networks. This clip is from the chapter "Convolutional Neural Networks (CNN)" of the series "Python for Deep Learning — Build Neural Networks in Python".In this...
Instructional Video2:20
Curated Video

Python for Machine Learning - The Complete Beginners Course - Visualizing the Dataset

Higher Ed
In this video, you will learn how to visualize the dataset. This clip is from the chapter "Clustering" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, you will learn about clustering.
Instructional Video3:39
Curated Video

Python for Machine Learning - The Complete Beginners Course - Sorting by Title and Rating

Higher Ed
In this video, you will learn how to sort by title and rating. This clip is from the chapter "Recommender System" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will cover the recommender...
Instructional Video2:25
Curated Video

Python for Machine Learning - The Complete Beginners Course - Setting Up Python

Higher Ed
In this video, you will learn how to set up Python. This clip is from the chapter "Optional: Setting Up Python and ML Algorithms Implementation" of the series "Python for Machine Learning - The Complete Beginner's Course".In this...
Instructional Video1:24
Curated Video

Python for Machine Learning - The Complete Beginners Course - Introduction - Classification Algorithms: Logistic Regression

Higher Ed
In this video, we will have a quick introduction. This clip is from the chapter "Classification Algorithms: Logistic Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will cover...
Instructional Video1:04
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Training the Model

Higher Ed
In this video, you will learn how to train the model. This clip is from the chapter "Classification Algorithms: Logistic Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will...
Instructional Video1:47
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Splitting Data into Train and Test Sets - Multiple Linear Regression

Higher Ed
In this video, you will learn how to split data into train and test sets. This clip is from the chapter "Multiple Linear Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will...
Instructional Video1:31
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Results Prediction and Confusion Matrix - Classification Algorithms: K-Nearest Neighbors

Higher Ed
In this video, you will learn about results prediction and confusion matrix. This clip is from the chapter "Classification Algorithms: K-Nearest Neighbors" of the series "Python for Machine Learning - The Complete Beginner's Course".In...
Instructional Video2:58
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Predicting the Test Set Results

Higher Ed
In this video, you will learn how to predict the test set results. This clip is from the chapter "Multiple Linear Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will cover...
Instructional Video1:48
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Importing Libraries and Datasets - Simple Linear Regression

Higher Ed
In this video, you will learn how to import libraries and datasets. This clip is from the chapter "Simple Linear Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will cover...
Instructional Video2:49
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Encoding Categorical Data - Classification Algorithms: Decision Tree

Higher Ed
In this video, you will learn how to encode categorical data. This clip is from the chapter "Classification Algorithms: Decision Tree" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will...
Instructional Video1:16
Curated Video

Python for Machine Learning - The Complete Beginners Course - Hierarchical Clustering

Higher Ed
In this video, we will cover hierarchical clustering. This clip is from the chapter "Clustering" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, you will learn about clustering.
Instructional Video1:03
Curated Video

Python for Machine Learning - The Complete Beginners Course - Frequency Distribution

Higher Ed
In this video, you will learn about frequency distribution. This clip is from the chapter "Recommender System" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will cover the recommender...
Instructional Video1:19
Curated Video

Python for Machine Learning - The Complete Beginners Course - Evaluating the Performance of the Regression Model

Higher Ed
In this video, you will learn how to evaluate the performance of the regression model. This clip is from the chapter "Multiple Linear Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this...
Instructional Video1:15
Curated Video

Python for Machine Learning - The Complete Beginners Course - Decision Tree Structure

Higher Ed
In this video, we will cover the decision tree structure. This clip is from the chapter "Classification Algorithms: Decision Tree" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will...
Instructional Video5:06
Curated Video

Deep Learning CNN Convolutional Neural Networks with Python - Image Classification Revisited

Higher Ed
This video focuses on image classification revisited. This clip is from the chapter "YOLO" of the series "Deep Learning CNN: Convolutional Neural Networks with Python".This section focuses on YOLO (You Only Live Once).
Instructional Video1:34
Curated Video

Python for Machine Learning - The Complete Beginners Course - Density-Based Clustering

Higher Ed
In this video, we will cover density-based clustering. This clip is from the chapter "Clustering" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, you will learn about clustering.
Instructional Video13:17
Curated Video

Practical Data Science using Python - Classification Problems and Performance Metrics

Higher Ed
This video explains classification problems and performance metrics. This clip is from the chapter "Machine Learning" of the series "Practical Data Science Using Python".This section explains machine learning.
Instructional Video14:17
Curated Video

Python In Practice - 15 Projects to Master Python - Predicting Whether It Will Rain or Not and Testing the Predictions

Higher Ed
This video explains predicting whether it will rain or not and testing the predictions. This clip is from the chapter "Machine Learning with Python" of the series "Python in Practice - 15 Projects to Master Python".This section focuses...
Instructional Video15:50
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Extraction: Kernel PCA Versus the Rest

Higher Ed
In this video, we will cover Kernel PCA versus the rest. This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science and Machine Learning (Theory and...
Instructional Video4:11
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Yolo: RCNN

Higher Ed
In this video, we will cover RCNN. This clip is from the chapter "Deep learning: Convolutional Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this section, we will cover the...
Instructional Video5:06
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Yolo: Image Classification Revisited

Higher Ed
In this video, we will cover image classification revisited. This clip is from the chapter "Deep learning: Convolutional Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this...